Pith Number

pith:DVTG4XW2

pith:2021:DVTG4XW2EEFOZVYUQR5SW7II3W

not attested not anchored not stored refs pending

NOTMAD: Estimating Bayesian Networks with Sample-Specific Structures and Parameters

Ben Lengerich, Bryon Aragam, Caleb Ellington, Eric P. Xing, Manolis Kellis

arxiv:2111.01104 v1 · 2021-11-01 · stat.ML · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DVTG4XW2EEFOZVYUQR5SW7II3W}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T03:27:53.685147Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d666e5eda210aecd714847b2b7d08dd8ef18bae5bd9e0e2bcf0559504af6bcf

Aliases

arxiv: 2111.01104 · arxiv_version: 2111.01104v1 · doi: 10.48550/arxiv.2111.01104 · pith_short_12: DVTG4XW2EEFO · pith_short_16: DVTG4XW2EEFOZVYU · pith_short_8: DVTG4XW2

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/DVTG4XW2EEFOZVYUQR5SW7II3W \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 1d666e5eda210aecd714847b2b7d08dd8ef18bae5bd9e0e2bcf0559504af6bcf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "902deb83474d2683685f3aec305a11401fefdffff46f46ee9e4024fac0aa37a9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-11-01T17:17:34Z",
    "title_canon_sha256": "363329110b629cff7e1d68135aecb527377828f992ae529bdaf92de65a01717d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.01104",
    "kind": "arxiv",
    "version": 1
  }
}